Production-grade scraper for Binance Smart Signal (the "Smart Money" tab on
binance.com Futures) — pulls the full 17-field whale overview that the public
fapi API does not expose, with a 7-layer defense against 418 / 429 / 403
rate-limit bans.
This is the URL that binance.com/zh-CN/smart-money/signal/<symbol> calls
behind the scenes:
https://www.binance.com/bapi/futures/v1/public/future/smart-money/signal/overview?symbol=BTCUSDT
No API key required. No proxy required (works directly from most VPS regions).
But Binance enforces an undocumented per-IP weight budget, and a single careless
burst can cost you a 4-hour Retry-After. This repo solves that.
| Field | Public fapi/data |
This repo |
|---|---|---|
longShortRatio |
✅ via topLongShortPositionRatio |
✅ |
| Top 20% account/position long-short ratios | ✅ | ✅ (bonus: also pulled) |
| Taker buy/sell ratio | ✅ | ✅ (bonus: also pulled) |
| Total Open Interest (USD) + 5m/15m/1h/4h velocity | ✅ | ✅ (bonus: also pulled) |
longWhalesAvgEntryPrice / shortWhalesAvgEntryPrice |
❌ | ✅ |
longProfitTraders / shortProfitTraders (in-profit count) |
❌ | ✅ |
longProfitWhales / shortProfitWhales |
❌ | ✅ |
| Smart Money's share of total market OI (derived) | ❌ | ✅ |
The four ★ fields are what makes Smart Signal useful — they tell you not just
which side has more positions, but which side is actually making money right
now, and at what average entry. Public fapi can't tell you any of that.
Symbol Long Profit% Short Profit% Whale Avg L/S Verdict
1000RATSUSDT 5% 92% 0.034 / 0.042 🔴 shorts winning big (price has dropped)
1000LUNCUSDT 71% 41% 0.085 / 0.092 🟢 longs winning big (price has run)
When Short Whale Avg Entry > Long Whale Avg Entry by >5%, it usually means
shorts entered too late and are about to get squeezed.
┌─────────────────┐ ┌──────────────────────────────┐
│ smart-money-tick│ cron 60m├──► binance bapi smart-money │
└────────┬────────┘ └──────────────────────────────┘
│ │
│ writes ob_smart_money_snapshots│
▼ ▼
┌─────────────────────────────────────────────┐
│ sqlite (data/snapshots.db) │
│ ob_smart_money_snapshots (21 columns) │
│ ob_top_trader_snapshots (12 columns) │
└────────────────────┬─────────────────────────┘
│ read-only
▼
┌──────────────────┐
│ Express dashboard │ http://your-host:3001/
│ + JSON API │
└──────────────────┘
┌─────────────────┐ ┌──────────────────────────────┐
│ top-trader-tick │ cron 30m├──► binance fapi/futures/data │
└─────────────────┘ └──────────────────────────────┘
- One sqlite file, two tables, 30-day retention
- One Express dashboard with server-side rendering (no JS framework)
- Two cron entry points (smart-money 60min, top-trader 30min) — staggered
- Library mode:
import { getSmartMoneyOverview } from 'binance-smart-money-tracker'
The Smart Signal endpoint lives on Binance's web bapi gateway, which is more
aggressive than fapi. A single uncoordinated burst can earn a 3.85-hour
Retry-After (verified empirically). All seven layers below are wired up
by default:
- Real
Retry-Afterparsing — uses the exact seconds Binance returns, not a guess.parseInt(response.headers['retry-after']). - Weight budget tracker — reads
X-MBX-USED-WEIGHT-1Mfrom every fapi response; when utilization > 70%, the next call sleeps to the next minute window before firing. - Pre-flight ping — every cron entry pings
/fapi/v1/pingonce before the batch; on 418/403 it aborts immediately, no further requests fired. - Jittered spacing — smart-money batches use 12s ± 3s, top-trader uses 1s ± 200ms. Avoids forming a predictable cadence that WAFs flag.
- Exponential backoff — consecutive soft hits within 1 hour escalate the cooldown 5min → 15min → 60min.
- Process-wide circuit breaker —
isBinanceApiBlocked()short-circuits all downstream calls in the same process;getSmartMoneyOverview()andgetTopTraderSnapshot()return cached or null without firing. - Memory cache — 10min for smart-money, 5min for top-trader. Repeated calls to the same symbol within the window don't hit Binance at all.
There is no retry-on-failure path that ignores Retry-After. That is
intentional. The single fastest way to escalate a 5-minute soft block into a
multi-hour hard block is to retry-loop a 418 — don't.
git clone https://github.com/0xBennie/binance-smart-money-tracker.git
cd binance-smart-money-tracker
npm install
# 1. One-shot pull (writes to data/snapshots.db)
npx tsx src/scripts/smart-money-tick.ts
# 2. Start the dashboard (reads from the same db)
PORT=3001 npx tsx src/scripts/smart-money-dashboard.ts
# → http://localhost:3001/
# 3. Optional: also pull top-trader supplement (Taker ratio + 5min LSR)
npx tsx src/scripts/top-trader-tick.ts| Var | Default | What |
|---|---|---|
SMART_MONEY_POOL_MAX |
0 |
Cap of symbols. 0 = all USDT-PERPETUAL (~500). Set to e.g. 100 to limit |
SMART_MONEY_SHARD_INDEX |
0 |
0-based shard index when sharding (see below) |
SMART_MONEY_SHARD_TOTAL |
1 |
Total shards. 1 = no sharding |
TOP_TRADER_POOL_MAX / _SHARD_INDEX / _SHARD_TOTAL |
same | Same semantics for top-trader cron |
OI_POOL_MAX / _SHARD_INDEX / _SHARD_TOTAL |
same | Same for open-interest cron |
SMART_MONEY_DASHBOARD_PORT / PORT |
3001 |
Dashboard listen port |
import {
getSmartMoneyOverview,
getTopTraderSnapshot,
getOpenInterest,
smartMoneyNotionalUsd,
smartMoneyShareOfOI,
} from 'binance-smart-money-tracker';
const sym = 'BTCUSDT';
const [sm, tt, oi] = await Promise.all([
getSmartMoneyOverview(sym), // 17 whale fields
getTopTraderSnapshot(sym, '5m'), // top-account/position LSR + Taker BSR
getOpenInterest(sym), // total market OI + 5m/15m/1h/4h velocity
]);
if (sm && oi) {
console.log(`${sm.longWhales} long whales @ avg ${sm.longWhalesAvgEntryPrice}`);
console.log(`${sm.longProfitTraders}/${sm.longTraders} longs in profit`);
console.log(`Total OI: $${(oi.oiNowUsd / 1e6).toFixed(2)}M, 4h chg ${oi.oiChg4h.toFixed(2)}%`);
// Smart Money USD notional, derived from qty × avg-entry (NOT from the
// undocumented `totalPositions` field whose unit is inconsistent).
const smUsd = smartMoneyNotionalUsd(sm);
const share = smartMoneyShareOfOI(sm, oi.oiNowUsd);
console.log(`Smart Money notional: $${(smUsd / 1e6).toFixed(2)}M`);
console.log(`Smart Money share of total OI: ${share == null ? 'n/a' : (share * 100).toFixed(1) + '%'}`);
}Why a helper? Binance's undocumented
totalPositionsfield has inconsistent units across symbols (sometimes base-coin units, sometimes USD).smartMoneyNotionalUsd(sm)computes it deterministically fromlongTradersQty × longTradersAvgEntryPrice + shortTradersQty × shortTradersAvgEntryPrice— both fields have known units (base-coin × USD = USD). Don't dividetotalPositionsby anything; use the helper.
The library re-exports all rate-limit helpers
(isBinanceApiBlocked, preflightBinanceFapi, waitForBinanceWeightHeadroom)
so you can integrate the same circuit breaker into your other Binance calls
and share one weight budget across modules.
Default behavior is all USDT-PERPETUAL symbols (~500 contracts as of 2026). Pick a deployment mode that matches your tolerance for data freshness:
| Mode | Symbols | smart-money cron | top-trader cron | OI cron | Sharding |
|---|---|---|---|---|---|
| Light | 100 cap | 7 * * * * (1×/h) |
*/30 * * * * |
15,45 * * * * |
None |
| Standard | 200 cap | 7 * * * * (1×/h) |
*/30 * * * * |
15,45 * * * * |
None |
| Full, 2h refresh | ~500 all | 0 */2 * * * (1×/2h) |
*/30 * * * * |
15,45 * * * * |
None |
| Full, 1h refresh | ~500 all | 7,37 * * * * (2×/h, each does half) |
*/30 * * * * |
15,45 * * * * |
2 shards |
Read "1h refresh" as every symbol gets a fresh snapshot within 1h, achieved
by two cron entries at :07 and :37 each pulling half (shard 0/2 and 1/2).
The math: smart-money runs at 12s ± 3s spacing (web bapi is rate-sensitive). 500 symbols ≈ 100 min, so it cannot finish inside an hour without sharding. Top-trader and OI both use fapi/data at 1s spacing — 500 symbols ≈ 8 min, fits anywhere.
Symbols are split deterministically by index % SHARD_TOTAL == SHARD_INDEX,
so each shard always pulls the same set (good for cache locality, and means
shards don't collide on the same symbol within a window).
The sqlite tables (ob_smart_money_snapshots, ob_top_trader_snapshots,
ob_oi_snapshots) are pruned to 30 days by the storage.cleanup() call
that runs at the end of every smart-money-tick execution. If you need
longer history, increase RETENTION_DAYS in src/storage.ts and rebuild,
or back the table up before the daily cron runs.
Disk usage estimate at default cadence (500 symbols, hourly smart-money + 30min top-trader + 30min OI): roughly 30–80 MB / month with WAL enabled.
// ecosystem.config.js
module.exports = {
apps: [
{
name: 'smart-money-tick',
script: 'node_modules/.bin/tsx',
args: 'src/scripts/smart-money-tick.ts',
cron_restart: '7 * * * *', // :07 every hour
autorestart: false,
env: { SMART_MONEY_POOL_MAX: '200' },
},
{
name: 'top-trader-tick',
script: 'node_modules/.bin/tsx',
args: 'src/scripts/top-trader-tick.ts 5m',
cron_restart: '*/30 * * * *',
autorestart: false,
},
{
name: 'oi-tick',
script: 'node_modules/.bin/tsx',
args: 'src/scripts/oi-tick.ts',
cron_restart: '15,45 * * * *', // offset from top-trader
autorestart: false,
},
{
name: 'smart-money-dashboard',
script: 'node_modules/.bin/tsx',
args: 'src/scripts/smart-money-dashboard.ts',
autorestart: true,
env: { PORT: '3001' },
},
],
};Two pm2 entries, each pulls half the symbols at staggered times:
module.exports = {
apps: [
{
name: 'smart-money-tick-a',
script: 'node_modules/.bin/tsx',
args: 'src/scripts/smart-money-tick.ts',
cron_restart: '7 * * * *', // :07
autorestart: false,
env: { SMART_MONEY_SHARD_INDEX: '0', SMART_MONEY_SHARD_TOTAL: '2' },
},
{
name: 'smart-money-tick-b',
script: 'node_modules/.bin/tsx',
args: 'src/scripts/smart-money-tick.ts',
cron_restart: '37 * * * *', // :37 — 30 min offset from A
autorestart: false,
env: { SMART_MONEY_SHARD_INDEX: '1', SMART_MONEY_SHARD_TOTAL: '2' },
},
// ... top-trader-tick and dashboard same as Mode A
],
};Cheapest option if hourly freshness isn't required:
{
name: 'smart-money-tick',
args: 'src/scripts/smart-money-tick.ts',
cron_restart: '0 */2 * * *', // every 2 hours
autorestart: false,
// no env vars needed — defaults to all symbols
}The circuit breaker lives in per-process module state. Two cron processes
running simultaneously cannot share isBinanceApiBlocked() state directly,
but each one ping-tests via preflightBinanceFapi() before issuing any
data requests — so if process A just got a 418, process B's preflight will
catch it and abort cleanly. Stagger the times anyway to give the IP weight
window time to drain between bursts.
- ❌ No trading. This is data only.
- ❌ No proxy. If your IP gets a hard 403 (CloudFront WAF), the only fix is to wait it out or change IP. The whole point of the protection layers is to never get there.
- ❌ No on-chain data, no order book, no aggregated trades. For that, see the projects in Credits.
- andychien555/binance-smart-money-tracker
— original reverse-engineering of the
bapi/futures/v1/public/future/smart-money/signal/overviewendpoint. Their version is built on Cloudflare Workers + R2 with a static SPA frontend; this repo is the Node + sqlite + express version with stronger rate-limit protection. Different architecture, same source insight. - y18929284608-byte/BNSmartMoneyMonitor and 6551Team/opentrade — parallel implementations that confirmed the endpoint contract.
MIT — see LICENSE.